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Wan 2.1 ControlNet - After
Wan 2.1 ControlNet - Before

The Wan 2.1 ControlNet workflow is designed to generate videos with precise control over pose, depth, and edge attributes. It leverages the capabilities of the Wan2.1 and Wan models to transform video inputs into creative outputs with a high degree of artistic control. This workflow integrates various nodes such as KSampler, CLIPTextEncode, and VAEDecode to process and refine video data. By using nodes like Canny for edge detection and WanFunControlToVideo for video transformation, users can achieve detailed and stylized video outputs. The workflow is particularly useful for artists and video creators who want to apply specific visual styles or effects to their video projects.